{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import torch\n",
    "import pandas as pd\n",
    "from keras.layers import Dense\n",
    "from keras.utils import np_utils\n",
    "from keras.models import Sequential\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "from sklearn.model_selection import train_test_split\n",
    "from pytorch_pretrained_bert import BertTokenizer, BertModel, BertForMaskedLM\n",
    "import pickle as pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gc\n",
    "gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# with open('no_img_fake', 'rb') as file:\n",
    "#     no_img_fake = pickle.load(file)\n",
    "    \n",
    "# with open('no_img_real', 'rb') as file:\n",
    "#     no_img_real = pickle.load(file)\n",
    "    \n",
    "# with open('no_top_img_fake', 'rb') as file:\n",
    "#     no_top_img_fake = pickle.load(file)\n",
    "    \n",
    "# with open('no_top_img_real', 'rb') as file:\n",
    "#     no_top_img_real = pickle.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_fake = pd.read_csv('politifact_fake.csv')\n",
    "# df_real = pd.read_csv('politifact_real.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def make_dataframe(df_fake,no_img_fake,no_top_img_fake,labels):\n",
    "#     name=[]\n",
    "#     title=[]\n",
    "#     text=[]\n",
    "#     label=[]\n",
    "#     for i, r in df_fake.iterrows():\n",
    "#     #     print(type(r['name']))\n",
    "#         if(str(r['name']) in no_img_fake and str(r['name']) in no_top_img_fake):\n",
    "#             name.append(r['name'])\n",
    "#             title.append(r['title'])\n",
    "#             text.append(r['text'])\n",
    "#             label.append(labels)\n",
    "#     fake = pd.DataFrame()\n",
    "#     fake['name'] = name\n",
    "#     fake['title'] = title\n",
    "#     fake['text'] = text\n",
    "#     fake['label'] = label\n",
    "#     return fake"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fake = make_dataframe(df_fake,no_img_fake,no_top_img_fake,0)\n",
    "# real = make_dataframe(df_real,no_img_real,no_top_img_real,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fake =fake.dropna()\n",
    "# real = real.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Fake Images \n",
    "# import os\n",
    "# directory = 'politifact_fake_top_img'\n",
    "# file_names_top = os.listdir(directory)\n",
    "# file_names = os.listdir('fake_img')\n",
    "# d ={}\n",
    "# for i, r in fake.iterrows():\n",
    "#     name = r['name']\n",
    "#     d[name] = []\n",
    "#     for n in file_names_top:\n",
    "#         if name in n:\n",
    "#             d[name].append(n)\n",
    "#     if n in file_names:\n",
    "#         if name in n:\n",
    "#             d[name].append(n)\n",
    "            \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import matplotlib.pyplot as plt\n",
    "# from scipy.stats import mode\n",
    "# histogram =[]\n",
    "# for key, value in d.items():\n",
    "#     l = len(value)\n",
    "#     histogram.append(l)\n",
    "    \n",
    "# h= plt.hist(histogram, bins='auto')\n",
    "# plt.show()\n",
    "\n",
    "# max_val = mode(histogram)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def proc(img):\n",
    "    \n",
    "    from keras.preprocessing.image import load_img\n",
    "    # load an image from file\n",
    "    image = load_img(img, target_size=(224, 224))\n",
    "\n",
    "\n",
    "    from keras.preprocessing.image import img_to_array\n",
    "    # convert the image pixels to a numpy array\n",
    "    image = img_to_array(image)\n",
    "\n",
    "\n",
    "    image = image.reshape((1, image.shape[0], image.shape[1], image.shape[2]))\n",
    "\n",
    "    from keras.applications.vgg16 import preprocess_input\n",
    "    # prepare the image for the VGG model\n",
    "    image = preprocess_input(image)\n",
    "    \n",
    "    return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for key, value in d.items():\n",
    "    ar=[]\n",
    "    if(len(value) > mode):\n",
    "        ar.append(value[:mode])\n",
    "    else:\n",
    "        ar.append(value)\n",
    "                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "images =[]\n",
    "for i in ar:\n",
    "    im=[]\n",
    "    if \"topimg\" in i:\n",
    "        im.append(proc(os.path.join('politifact_fake_top_img/',i)))\n",
    "    else:\n",
    "        im.append(proc(os.path.join('fake_img/',i)))\n",
    "    images.append(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/anubha/anaconda3/envs/venv/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         (None, 224, 224, 3)       0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "predictions (Dense)          (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 138,357,544\n",
      "Trainable params: 138,357,544\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "=================================================================\n",
      "Total params: 117,479,232\n",
      "Trainable params: 117,479,232\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
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    {
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    {
     "name": "stdout",
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/anubha/.local/lib/python3.6/site-packages/PIL/TiffImagePlugin.py:804: UserWarning: Corrupt EXIF data.  Expecting to read 4 bytes but only got 0. \n",
      "  warnings.warn(str(msg))\n"
     ]
    },
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    {
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    {
     "name": "stdout",
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    {
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    {
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    {
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    {
     "name": "stdout",
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    {
     "name": "stdout",
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    {
     "name": "stdout",
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    {
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    {
     "name": "stdout",
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    {
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    {
     "name": "stdout",
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    {
     "name": "stdout",
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    {
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "8ef23cB5pXhhNRjA9z9SMWriONknuQOb.jpg\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "import tensorflow as tf\n",
    "from keras import layers,models\n",
    "import keras\n",
    "import os\n",
    "import gc\n",
    "\n",
    "#installing vgg19\n",
    "vgg16_model = keras.applications.vgg16.VGG16(weights='imagenet')\n",
    "vgg16_model.summary()\n",
    "# type(vgg19_model) #not Sequential model \n",
    "\n",
    "\n",
    "from keras.models import Sequential\n",
    "model = Sequential()\n",
    "for layer in vgg16_model.layers[:-2]:\n",
    "    model.add(layer)\n",
    "model.summary() \n",
    "# from keras import optimizers\n",
    "# adam = optimizers.Adam(lr = 1e-4)\n",
    "# model.compile(adam, loss = 'categorical_crossentropy', metrics = ['accuracy'])\n",
    "# last_layer = tf.keras.models.Model(inputs=vgg16_model.inputs, outputs=vgg16_model.layers[-2].output)\n",
    "\n",
    "\n",
    "os_error =[]\n",
    "em ={}\n",
    "t=0\n",
    "ar = os.listdir('train')\n",
    "n=500\n",
    "final = [ar[i * n:(i + 1) * n] for i in range((len(ar) + n - 1) // n )]\n",
    "for j in final:\n",
    "    \n",
    "    for i in j:\n",
    "        print(i)\n",
    "        try: \n",
    "            em[i] = model.predict(proc(os.path.join('train/',i)))\n",
    "    \n",
    "        except: \n",
    "            os_error.append(i)\n",
    "        \n",
    "#     gc.collect()\n",
    "\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('train_gossip.pickle', 'wb') as handle:\n",
    "    pickle.dump(em, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('train_gossip.pickle', 'rb') as handle:\n",
    "    b = pickle.load(handle)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
